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Traditional models use kernel functions to capture spatial association but often ignore terrain's three\u2010dimensional influence, limiting accuracy in complex areas. This study proposes an improved kernel function incorporating the ACE index between point pairs to better simulate spatial diffusion. Applied to autumn precipitation in Zhejiang Province, China, the model includes slope, terrain undulation, coastal distance, and the principal wind direction coefficient (PWEI), with PWEI increasing\n                    <jats:italic>R<\/jats:italic>\n                    <jats:sup>2<\/jats:sup>\n                    by 13.8%. Random validation confirms superior performance at optimal bandwidths. Standardized regression coefficients show coastal precipitation is driven by land\u2010sea distribution, while inland areas are mainly influenced by elevation, reflecting clear spatial heterogeneity. Terrain sub\u2010scenario tests further demonstrate the model's strong transferability. Embedding surface morphology as a continuous factor enhances simulation accuracy and offers a novel framework for spatial modeling in geography.\n                  <\/jats:p>","DOI":"10.1111\/tgis.70187","type":"journal-article","created":{"date-parts":[[2026,2,9]],"date-time":"2026-02-09T05:33:47Z","timestamp":1770615227000},"update-policy":"https:\/\/doi.org\/10.1002\/crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["A Precipitation Simulation Method Considering Spatial Decay of Geographical Phenomena and Integrating Terrain Light Propagation"],"prefix":"10.1111","volume":"30","author":[{"given":"Hongchun","family":"Zhu","sequence":"first","affiliation":[{"name":"Shandong University of Science and Technology College of Geodesy and Geomatics  Qingdao Shandong People\u2019s Republic of China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0006-9837-9718","authenticated-orcid":false,"given":"Zhuosi","family":"Zhang","sequence":"additional","affiliation":[{"name":"Shandong University of Science and Technology College of Geodesy and Geomatics  Qingdao Shandong People\u2019s Republic of China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-5210-2338","authenticated-orcid":false,"given":"Xiaobin","family":"Xu","sequence":"additional","affiliation":[{"name":"Shandong University of Science and Technology College of Geodesy and Geomatics  Qingdao Shandong People\u2019s Republic of China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yining","family":"Zhang","sequence":"additional","affiliation":[{"name":"Shandong University of Science and Technology College of Geodesy and Geomatics  Qingdao Shandong People\u2019s Republic of China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"311","published-online":{"date-parts":[[2026,2,8]]},"reference":[{"key":"e_1_2_11_2_1","doi-asserted-by":"publisher","DOI":"10.1007\/978-1-4612-1694-0_15"},{"key":"e_1_2_11_3_1","doi-asserted-by":"publisher","DOI":"10.1175\/1520\u20100442(1994)007<>2.0.co;2"},{"key":"e_1_2_11_4_1","doi-asserted-by":"publisher","DOI":"10.1111\/j.1538\u20104632.1996.tb00936.x"},{"key":"e_1_2_11_5_1","doi-asserted-by":"publisher","DOI":"10.1002\/joc.614"},{"key":"e_1_2_11_6_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.jhydrol.2014.05.064"},{"key":"e_1_2_11_7_1","doi-asserted-by":"publisher","DOI":"10.1080\/13504850802314452"},{"key":"e_1_2_11_8_1","unstructured":"Cui L.2020. \u201cThe Research on Anisotropic GeographicallyWeighted Regression Model and Its Application inMineral Exploration. 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